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BR112022025218A2 - METHOD AND DEVICE FOR CONTROLLING REFRIGERATION EQUIPMENT, COMPUTER DEVICE AND COMPUTER READABLE MEDIA - Google Patents

METHOD AND DEVICE FOR CONTROLLING REFRIGERATION EQUIPMENT, COMPUTER DEVICE AND COMPUTER READABLE MEDIA

Info

Publication number
BR112022025218A2
BR112022025218A2 BR112022025218A BR112022025218A BR112022025218A2 BR 112022025218 A2 BR112022025218 A2 BR 112022025218A2 BR 112022025218 A BR112022025218 A BR 112022025218A BR 112022025218 A BR112022025218 A BR 112022025218A BR 112022025218 A2 BR112022025218 A2 BR 112022025218A2
Authority
BR
Brazil
Prior art keywords
refrigeration equipment
present day
computer
neural network
network model
Prior art date
Application number
BR112022025218A
Other languages
Portuguese (pt)
Inventor
Liu Mingming
Xiong Yong
Hu Xianhong
Lin Donghua
Qin Shihao
Original Assignee
Zte Corp
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Zte Corp filed Critical Zte Corp
Publication of BR112022025218A2 publication Critical patent/BR112022025218A2/en

Links

Classifications

    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/62Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
    • F24F11/63Electronic processing
    • F24F11/64Electronic processing using pre-stored data
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/30Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
    • F24F11/32Responding to malfunctions or emergencies
    • F24F11/38Failure diagnosis
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/30Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
    • F24F11/46Improving electric energy efficiency or saving
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/50Control or safety arrangements characterised by user interfaces or communication
    • F24F11/61Control or safety arrangements characterised by user interfaces or communication using timers
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/70Control systems characterised by their outputs; Constructional details thereof
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2110/00Control inputs relating to air properties
    • F24F2110/10Temperature
    • F24F2110/12Temperature of the outside air
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2130/00Control inputs relating to environmental factors not covered by group F24F2110/00
    • F24F2130/10Weather information or forecasts
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2140/00Control inputs relating to system states
    • F24F2140/50Load

Landscapes

  • Engineering & Computer Science (AREA)
  • Combustion & Propulsion (AREA)
  • Mechanical Engineering (AREA)
  • General Engineering & Computer Science (AREA)
  • Chemical & Material Sciences (AREA)
  • Signal Processing (AREA)
  • Physics & Mathematics (AREA)
  • Fuzzy Systems (AREA)
  • Mathematical Physics (AREA)
  • Human Computer Interaction (AREA)
  • Biomedical Technology (AREA)
  • Health & Medical Sciences (AREA)
  • Air Conditioning Control Device (AREA)
  • Feedback Control In General (AREA)

Abstract

MÉTODO E DISPOSITIVO DE CONTROLE DE EQUIPAMENTO DE REFRIGERAÇÃO, DISPOSITIVO COMPUTACIONAL E MEIO LEGÍVEL POR COMPUTADOR. A presente descrição fornece um método de controle de equipamento de refrigeração, incluindo: determinação de uma temperatura externa atual; a inserção de dados históricos de amostra do mesmo período das cargas dos equipamentos de refrigeração e um fator de impacto predefinido em um primeiro modelo de rede neural como um primeiro parâmetro de entrada para obter uma carga prevista dos equipamentos de refrigeração no presente dia; a inserção de dados históricos de amostra do mesmo período das temperaturas externas e a carga prevista do equipamento de refrigeração no presente dia em um segundo modelo de rede neural como um segundo parâmetro de entrada para obter uma temperatura interna prevista no presente dia; a inserção da temperatura interna prevista no presente dia e um fator de eficiência de refrigeração predefinido em um terceiro modelo de rede neural como um terceiro parâmetro de entrada para obter parâmetros de controle ideais do equipamento de refrigeração no presente dia; e o controle do equipamento de refrigeração para operar de acordo com os parâmetros de controle ideais. A presente descrição fornece ainda um dispositivo de controle de equipamento de refrigeração, um dispositivo computacional e um meio legível por computador.METHOD AND DEVICE FOR CONTROLLING REFRIGERATION EQUIPMENT, COMPUTATIONAL DEVICE AND COMPUTER READABLE MEDIA. The present description provides a method of controlling refrigeration equipment, including: determining a current outdoor temperature; inserting sample historical data from the same period of refrigeration equipment loads and a predefined impact factor into a first neural network model as a first input parameter to obtain a predicted load of refrigeration equipment on the present day; inserting sample historical data from the same period of outdoor temperatures and the predicted load of refrigeration equipment on the present day into a second neural network model as a second input parameter to obtain a predicted indoor temperature on the present day; inserting the predicted indoor temperature on the present day and a predefined cooling efficiency factor into a third neural network model as a third input parameter to obtain optimal control parameters of the cooling equipment on the present day; and controlling refrigeration equipment to operate within optimal control parameters. The present description further provides a refrigeration equipment control device, a computing device and a computer-readable medium.

BR112022025218A 2020-06-10 2021-06-10 METHOD AND DEVICE FOR CONTROLLING REFRIGERATION EQUIPMENT, COMPUTER DEVICE AND COMPUTER READABLE MEDIA BR112022025218A2 (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN202010523728.8A CN113776171B (en) 2020-06-10 2020-06-10 Refrigeration equipment control method, refrigeration equipment control device, computer equipment and computer readable medium
PCT/CN2021/099313 WO2021249461A1 (en) 2020-06-10 2021-06-10 Method and apparatus for controlling refrigeration device, computer device, and computer readable medium

Publications (1)

Publication Number Publication Date
BR112022025218A2 true BR112022025218A2 (en) 2023-01-03

Family

ID=78834644

Family Applications (1)

Application Number Title Priority Date Filing Date
BR112022025218A BR112022025218A2 (en) 2020-06-10 2021-06-10 METHOD AND DEVICE FOR CONTROLLING REFRIGERATION EQUIPMENT, COMPUTER DEVICE AND COMPUTER READABLE MEDIA

Country Status (5)

Country Link
EP (1) EP4166862A4 (en)
JP (1) JP7473690B2 (en)
CN (1) CN113776171B (en)
BR (1) BR112022025218A2 (en)
WO (1) WO2021249461A1 (en)

Families Citing this family (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114222477B (en) * 2021-12-13 2024-09-03 中国联合网络通信集团有限公司 Energy-saving control method, device, storage medium and program product for data center
CN114593474B (en) * 2022-03-11 2023-12-19 广东美的暖通设备有限公司 Spraying control method and device, electronic equipment and storage medium
CN114626616B (en) * 2022-03-21 2023-11-21 特斯联科技集团有限公司 Optimal operation method and system for recycling CCHP (CCHP) from high-temperature tail gas waste heat in park
CN115111747A (en) * 2022-06-10 2022-09-27 青岛海尔空调器有限总公司 Air conditioning system control method and device, electronic equipment, storage medium and product
CN115164361B (en) * 2022-06-13 2024-06-07 中国电信股份有限公司 Data center control method and device, electronic equipment and storage medium
CN115789911B (en) * 2022-11-17 2024-05-03 中国联合网络通信集团有限公司 Air conditioner control method and device, electronic equipment and storage medium
CN116608551B (en) * 2023-05-19 2024-08-13 华润数字科技有限公司 Cold load prediction method and device, electronic equipment and storage medium
CN117234080B (en) * 2023-09-21 2024-05-28 江苏亚奥科技股份有限公司 Room temperature intelligent regulation and control method for large-scale moving ring monitoring scene
CN117469774B (en) * 2023-12-28 2024-04-02 北京市农林科学院智能装备技术研究中心 Air conditioning system regulation and control method and device, electronic equipment and storage medium
CN117704566B (en) * 2024-01-15 2024-08-16 南京龟兔赛跑软件研究院有限公司 Indoor temperature and humidity control system and method based on new energy wind cabinet data identification
CN117970986B (en) * 2024-04-01 2024-06-14 广东热矩智能科技有限公司 Temperature and humidity control method, device and medium of cold and hot system
CN118192300A (en) * 2024-04-10 2024-06-14 中建安装集团有限公司 Simulation platform-based energy data management system and method

Family Cites Families (17)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2704026B2 (en) * 1990-05-08 1998-01-26 株式会社東芝 Heat load prediction system
JPH08210689A (en) * 1995-02-07 1996-08-20 Hitachi Plant Eng & Constr Co Ltd System for estimating air-conditioning thermal load
KR100830095B1 (en) * 2007-11-12 2008-05-20 충남대학교산학협력단 Prediction method for cooling load
AU2010362490B2 (en) * 2010-10-13 2015-09-03 Weldtech Technology (Shanghai) Co., Ltd. Energy-saving optimized control system and method for refrigeration plant room
US10353355B2 (en) 2015-05-18 2019-07-16 Mitsubishi Electric Corporation Indoor environment model creation device
JP6807556B2 (en) * 2015-10-01 2021-01-06 パナソニックIpマネジメント株式会社 Air conditioning control method, air conditioning control device and air conditioning control program
CN105928292B (en) * 2016-04-20 2018-05-22 山东三九制冷设备有限公司 A kind of photovoltaic refrigeration storage system of load prediction based on neutral net and demand response control
CN109130767B (en) * 2017-06-28 2020-08-11 北京交通大学 Passenger flow-based intelligent control method for rail transit station ventilation air-conditioning system
JP6702376B2 (en) * 2018-09-03 2020-06-03 ダイキン工業株式会社 Blower control device
CN109341010B (en) * 2018-09-19 2021-04-30 新智能源系统控制有限责任公司 Energy supply integrated control method and device for air conditioning system of electric refrigerator
KR102482043B1 (en) * 2018-10-29 2022-12-26 에스케이텔레콤 주식회사 Method And Apparatus for Predicting Cooling Load in Small Scale Data
CN109323425B (en) * 2018-11-15 2021-05-25 广东美的制冷设备有限公司 Control method and device of air conditioner and readable storage medium
CN109871987A (en) * 2019-01-28 2019-06-11 中建八局第三建设有限公司 A kind of intelligent building heating and ventilating equipment synthesis energy saving control method
CN109945420B (en) * 2019-03-26 2020-11-17 南京南瑞继保电气有限公司 Air conditioner control method and device based on load prediction and computer storage medium
CN110186156A (en) * 2019-06-03 2019-08-30 西安锦威电子科技有限公司 Refrigeration plant Fuzzy control system
CN110410942B (en) * 2019-07-30 2020-12-29 上海朗绿建筑科技股份有限公司 Energy-saving optimization control method and system for cold and heat source machine room
CN110864414B (en) * 2019-10-30 2021-09-24 郑州电力高等专科学校 Air conditioner power utilization load intelligent control scheduling method based on big data analysis

Also Published As

Publication number Publication date
CN113776171B (en) 2024-02-13
WO2021249461A1 (en) 2021-12-16
JP7473690B2 (en) 2024-04-23
EP4166862A1 (en) 2023-04-19
JP2023530628A (en) 2023-07-19
CN113776171A (en) 2021-12-10
EP4166862A4 (en) 2024-06-26

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